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Journal : Journal of Language and Health

Penerapan Algoritma Naïve Bayes untuk Prediksi Penyakit Depresi pada Mahasiswa gama, Adie Wahyudi Oktavia; Grren, Agustini Degni Melsy; Paramartha, I Gusti Ngurah Darma; Prathama, Gede Humaswara; Widnyani, Ni Made; Dananjaya, Md. Wira Putra
Journal of Language and Health Vol 6 No 2 (2025): Journal of Language and Health
Publisher : CV. Global Health Science Group

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37287/jlh.v6i2.6926

Abstract

Depression is one of the most serious mental health problems among college students, but it often goes unnoticed due to social stigma and limited access to psychological services. This study aims to apply the Naïve Bayes algorithm to predict depression in college students based on various factors, such as academic pressure, sleep duration, eating habits, financial stress, and family history of mental disorders. The model was built using 502 data obtained from the Kaggle platform, through the stages of data preprocessing, transformation, classification using Gaussian Naïve Bayes, and evaluation using a confusion matrix. The implementation process was carried out in Google Colab using the scikit-learn library. The evaluation results showed very good model performance with an accuracy of 97%, precision of 96%, recall of 98%, and F1-score of 97%. These findings indicate that the Naïve Bayes algorithm can be used effectively as an anonymous and efficient early screening tool for depression and has the potential to support increased awareness and mental health interventions in the college student environment.
Co-Authors A.A. Gde Adi Indrawan, A.A. Gde Adie Wahyudi Oktavia Gama Agus Ariana, I Komang Anak Agung Gede Sugianthara Anak Agung Sagung Mas Anastassia Nawang Asri Anggit Septio Budi Ariesta, Ni Luh Wina Sinta Ayu Fiqih Wulandari Ayu Satya Kartika Dananjaya, Md. Wira Putra Dandy Pramana Hostiadi Dedy Panji Agustino, Dedy Panji Devi Anggreni, Ni Komang Ayu Gde Brahupadhya Subiksa Gede Angga Rista, Gede Angga Gede Humaswara Prathama Gede Ngurah Indra Arya Aditya Grren, Agustini Degni Melsy Gusi Putu Lestara Permana Hesty Pahlevy Setyo Rini Hiu, Victor I Gede Harsemadi I Gusti Ayu Cintya Wardani I Gusti Ayu Dewi Suardi, I Gusti Ayu Dewi I Gusti Ayu Intan Candra Dewi I Gusti Ayu Rosy Agustini, I Gusti Ayu I Gusti Ngurah Oka Ariwangsa I Gusti Rai Agung Sugiartha I Kadek Arta Wiguna I Ketut Sedana Artha, I Ketut Sedana I Ketut Suada I Made Hendriek Prasetia I Made Sindhu Yoga I Made Sudiksa I Nym. Yudi Anggara Wijaya, I Nym. Yudi I Nyoman Hary Kurniawan I Putu Adi Wijaya, I Putu I Putu Indra Agastya Lupika Jaya, I Putu Indra Agastya I Putu Widiantara, I Putu I Wayan Aditya Suranata I Wayan Dikse Pancane Ida Ayu Winda Juniari Ida Bagus Ketut Surya Arnawa, Ida Bagus Ketut Surya Indra Gunawan, Moh. Sayful Iskandar, Revival Xavier John Junieargo Timotius Kadek Adyatna Wedananta Kadek Adyatna Wedananta Kadek Darmaastawan Kadek Laras Oktiana Kumala Dewi Komang Yudi Suputra M Febrian Eibim Adzariatulah Mario Oktavianus, Mario Ngakan Nyoman Kutha Krisnawijaya Ni Komang Natasya Maharani Ni Putu Puja Ardiana Reswari Nyoman Ayu Nila Dewi Octavia Gama, Adie Wahyudi Pande Kadek Yudiarta, Pande Kadek Permana, Putu Indra Putra, Komang Satria Wibawa Putu Gede Arya Sumertayasa Putu Purnama Dewi Putu Riska Indah Mentari Ricky Aurelius Nutanto Diaz, Ricky Aurelius Sagung Istri Intan Adhisti Santhi Mitha Tridorade Geot Satria Yogananda Sofyan, Yohanes Samuel Sudestra, I Made Ardi Teguh Hari Martha, Teguh Hari Widnyani, Ni Made Wirawan, Made Surya Yohanes Priyo Atmojo Yohanes Priyo Atmojo, Yohanes Priyo